{"id":"W7111374892","doi":"10.1371/journal.pone.0334134.s004","title":"Number of applicants matched to each discipline.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Orthopedic surgery; Public health; Retrospective cohort study; Sports medicine; Medical school; Clinical Practice; Neuropathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002288383,0.0003064084,0.0004059465,0.005322553,0.001391953,0.0008931766,0.001353427,0.0004557473,0.01190401],"category_scores_gemma":[0.01107934,0.000188713,0.0006804632,0.006715495,0.0004837056,0.0004351394,0.001129816,0.0007091748,0.002481076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006783109,"about_ca_system_score_gemma":0.01225221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6636224,"about_ca_topic_score_gemma":0.7106887,"domain_scores_codex":[0.9954814,0.0003303031,0.0003373047,0.0005363373,0.002314611,0.001000136],"domain_scores_gemma":[0.9941263,0.0004419208,0.001732336,0.0001853906,0.001905839,0.001608104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001953681,0.00005146711,0.925828,0.0003714548,0.0001452634,0.0001003711,0.0005073529,0.0003029844,0.0002256882,0.0006637724,0.04282527,0.02878308],"study_design_scores_gemma":[0.00001048446,0.00005000866,0.9778466,0.00006923694,0.00002870937,0.000122825,0.0005950629,0.0004000989,0.00009386546,0.00008572089,0.02068067,0.00001674908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.6718161,0.003937143,0.001743523,0.004098016,0.0007456589,0.0008121337,0.2634067,0.0006166067,0.05282407],"genre_scores_gemma":[0.9353085,0.001401728,0.001630389,0.0008864794,0.000218742,0.000477047,0.04900736,0.00006462271,0.01100509],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.988096,"threshold_uncertainty_score":0.6767171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04072494971118275,"score_gpt":0.3552141463313959,"score_spread":0.3144891966202132,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}